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Digital adoption and onboarding · September 2026 Edition

Userpilot vs UserGuiding

Eight of twelve models named Userpilot first on the direct prompt; one named UserGuiding. Both were named by all twelve models and Userpilot carries 41 labels and UserGuiding 38, so the shares are not directly comparable.

Userpilot

accepted challenger

Named in six categories this edition.

UserGuiding

accepted challenger

Named in three categories this edition.

First-choice share29%21%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 11; printed, not drawn.
Labels4138A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Userpilot reading right to left. Rank and label count are printed, not drawn.Pendo was named alongside these two in nine of the twelve direct answers. Userpilot vs Whatfix · UserGuiding vs Whatfix

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the digital adoption and onboarding page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
UserpilotFirst choices, of twelve modelsUserGuiding
Direct81
Paraphrase611 against UserGuiding
Comparative00
Budget-constrained08
Scale-constrained001 against Userpilot
Negative323 against Userpilot · 1 against UserGuiding
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

The direct prompt

The plain question, one answer per model, grouped by where Userpilot and UserGuiding stood in it.

Both were the first choice

1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.
Grok 4.1 FastAppcues, UserGuiding, Userpilot alternatives: Apty, Pendo, Tango

Userpilot first, UserGuiding an alternative

7 of 12 modelsUserGuiding was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Userpilot alternatives: Pendo, UserGuiding
Gemini 3.5 FlashUserpilot alternatives: Appcues, Pendo, Spekit, Whatfix
Perplexity SonarUserpilot alternatives: Appcues, Chameleon, Pendo, Whatfix
Mistral SmallUserpilot alternatives: Appcues, Product Fruits, Spekit, UserGuiding, Userlane
Llama 4 MaverickUserpilot alternatives: Appcues, Apty, UserGuiding
Qwen 3.7 FlashUserpilot alternatives: Appcues, UserGuiding, Whatfix
MiniMax M2.5Userpilot alternatives: Appcues, Chameleon, Pendo, Whatfix

Neither was the first choice, one was named

2 of 12 modelsThe answer put something else first and named one of the two as an alternative.
DeepSeek V4 FlashWhatfix alternatives: Appcues, Pendo, Userlane, Userpilot
Kimi K2Pendo alternatives: Appcues, Chameleon, Userlane, Userpilot, Whatfix

Neither was named

2 of 12 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniWhatfix alternatives: Pendo, WalkMe
GLM 4.7 FlashXPendo alternatives: Userlane, Whatfix

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
UserGuiding leads by thirty-three points.
UserGuiding44%#1 of 14
Userpilot11%#2 of 14
The full small business standing →
Mid-marketThe figures above
The order flips: Userpilot leads at mid-market.
Userpilot29%#1 of 11
UserGuiding21%#2 of 11
The full mid-market standing →
Enterprise
Userpilot leads by two points.
Userpilot2%#6 of 9
UserGuiding0%#9 of 9
The full enterprise standing →

What the models said about Userpilot

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.

“If your product has a mobile version, you should avoid Userpilot” Gemini 3.5 Flash · negative prompt · hard negative
“Userpilot - Mid-market pricing ($249/mo) may be expensive for smaller teams” GLM 4.7 FlashX · negative prompt · soft negative
“some DAPs that are considered good options include: * Userpilot (affordable, no-code builder, precise targeting)” Llama 4 Maverick · negative prompt · first choice
“It is currently the most recommended for mid-market B2B SaaS teams looking to drive activation and retention.” Qwen 3.7 Flash · direct prompt · first choice

What the models said about UserGuiding

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“entry-level tools (like UserGuiding) can feel too basic and struggle with the non-linear, multi-tenant nature of B2B software” Gemini 3.5 Flash · paraphrase prompt · soft negative
“often flagged in user reviews for having glitchy or buggy interfaces” Gemini 3.5 Flash · negative prompt · soft negative
“Budget < $300/mo? UserGuiding (fastest value, G2 badges for mid-market results/implementation).” Grok 4.1 Fast · direct prompt · first choice
“lighter, more affordable platforms like UserGuiding, Userpilot, or Tango will provide better ROI” Mistral Small · negative prompt · first choice
“The best digital adoption platform for a company with a limited budget is UserGuiding” Llama 4 Maverick · budget prompt · first choice
Also compared
Userpilot vs WhatfixUserGuiding vs WhatfixThe full digital adoption standing

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.